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Benchmarks for “image classification”

Compare state-of-the-art methods across the tasks and datasets used to measure AI progress.

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TaskDatasetDomainTrendResultsLast update
Semi-supervised Image ClassificationCIFAR10 80 labels (0.16%) (test)computer vision5Feb 26, 2026
Histology Image ClassificationHISTO-FED (External)computer visionbio medical5Feb 26, 2026
Histology Image ClassificationHISTO-FED real-world medical images (client #3)computer visionbio medical5Feb 26, 2026
Histology Image ClassificationHISTO-FED real-world medical images (client #2)computer visionbio medical5Feb 26, 2026
Histology Image ClassificationHISTO-FED real-world medical images (client #1)computer visionbio medical5Feb 26, 2026
Image ClassificationCIFAR-100 non-IID s=40computer vision5Feb 26, 2026
Image ClassificationSplitCIFAR100 10-task sequence (test)computer vision5Feb 26, 2026
Image ClassificationImageNet-Sketch (IN-S) (test)computer vision5Feb 26, 2026
Image ClassificationCIFAR100C standard (test)computer vision5Feb 26, 2026
Image ClassificationImageNet-1k 64x64 downscaled (val)computer vision5Feb 26, 2026
Image ClassificationTiny ImageNet-C (val)computer vision5Feb 26, 2026
Image ClassificationCIFAR-100 (test)computer vision5Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision5Feb 26, 2026
Image ClassificationImageNet (val)computer vision5Feb 26, 2026
Image ClassificationCIFAR-100 first class splitcomputer vision5Feb 26, 2026
Image ClassificationImageNet DEEPNETS-1M (test)computer vision5Feb 26, 2026
Pap Smear Image ClassificationSIPaKMeD Pap Smearcomputer visionbio medical5Feb 26, 2026
Image ClassificationTiny ImageNet Step-Imbalance, p=100 (test)computer vision5Feb 26, 2026
Image ClassificationTiny ImageNet Long-Tailed, p=100 (test)computer vision5Feb 26, 2026
Long-tail Image ClassificationTinyImgNet long-tail (imbalance ratio 83) (test)computer vision5Feb 26, 2026
Long-tail Image ClassificationCIFAR-100 long-tail (imbalance ratio 100) (test)computer vision5Feb 26, 2026
Image ClassificationOxford IIIT Petscomputer vision5Feb 26, 2026
Image ClassificationControlled Noisy Web Labels (CNWL) Red Mini-ImageNet 1.0 (test)computer vision5Feb 26, 2026
Image ClassificationCIFAR-100 10000 labels standardcomputer vision5Feb 26, 2026
Image ClassificationCIFAR-100 4000 labels standardcomputer vision5Feb 26, 2026